Viktor case studyFounders networkMay 2026

Editors, not creators

How Hampton's 25-person team started operating like a much larger one, in 44 days with Viktor.

Hampton

Private network for high-growth founders & CEOs

44 days with Viktor
I don't have to ask people to do things for me anymore. Data or reports, we are now editors, not creators. I don't have to create from scratch anymore. Just edit what it creates.

Jori Bell

VP Core Experience at Hampton

12

Web apps built

26

active scheduled tasks

18

Staff on Viktor

887

threads in 6 weeks

01Intro

$440K in budgeted hires, no longer on the calendar

Joe Speiser was about to hire a data engineer. The budget was $200K. A junior ops manager was queued up behind that, another $120K. A partial PM role, $120K more.

He installed Viktor on April 12. Forty-four days later, none of those roles are on the calendar.

That isn't the headline though. The headline is what Hampton's VP of Core said when we asked how the team felt about Viktor:

Industry:
Professional membership / Peer community
Team size:
~25
Members:
1,000+ across 16 cities
Time to value:
44 days (installed April 12, 2026)
Tools connected:
HubSpotStripeAirtableNotionMeta Ads+19 more
I look at it as a full-time, all-knowing, always-available, super-capable EA. So what is that worth?

Joe Speiser

Co-founder at Hampton

02The setup

Before Viktor, the tech team was the system.

Hampton is a private membership community for vetted founders and CEOs. Think YPO for internet-era founders: 1,000+ members across 16 cities, organized into in-person core groups of 8 that meet monthly.

Co-founder Joe Speiser runs operations, finance, and systems. Before Viktor, the team's small tech function was doing all of it. Pulling reports out of HubSpot and Domo. Searching Notion by hand for operational docs. Managing a backlog of one-off data requests from across the company. There was no system at all for one of the workflows that would become the most-used: personalized member introductions.

We weren't doing intro matching. For reporting we were using HubSpot and Domo. Ops docs, we would search through Notion by hand. Our tech team was doing all of the work.

Joe Speiser

Co-founder at Hampton

Speiser installed Viktor on April 12. Within 44 days, 18 staff members had accounts. The CEO alone generated 887 conversation threads, roughly 20 per day.

03The workflow that stuck

The workflow that didn't replace anything. It just finally existed.

Every new Hampton member posts an introduction in Slack. Speiser's daily routine: he DMs Viktor run intros skill [Name] and Viktor researches the member, pulling their HubSpot record, company website, and LinkedIn, then cross-referencing 1,000+ existing members to find 3 high-signal matches by city, industry, stage, and interests. It posts the introductions directly in the member's thread.

When asked which workflow he'd keep if he had to give back every other one:

The intros one. I use it daily and it's very important.

Joe Speiser

Co-founder at Hampton

This workflow didn't replace a person or a tool. It didn't exist before.

04Real work. Real stakes.

What 887 Threads Actually Look Like

The CEO-to-Viktor DM channel isn't a prompt box. It's a working relationship. Two examples from May.

The MQL crisis (May 4).

Speiser noticed a sharp drop in inbound leads. He messaged Viktor on a Sunday afternoon. Within 10 minutes, Viktor cross-referenced Meta Ads spend data with HubSpot deal creation rates and identified the exact date the pipeline broke. Viktor's first hypothesis was wrong on root cause but right on the timing, scale, and financial impact. The second pass traced it to a Make automation that had silently shut down. RevOps fixed it the same day.

The lead quality audit (May 5).

Speiser uploaded a CSV of 33 rejected prospects and asked: "Are we making a mistake?" Viktor analyzed each one against Hampton's fast-tracking playbook, checking websites and LinkedIn profiles. It found 3 clearly wrong rejections, including a DTC brand mislabeled as "traditional distribution" and an AI advisory firm tagged "not AI tech." It produced coaching notes, a calibration cheat sheet, and a proposal to automate the review process. Each recovered prospect is material. Hampton's memberships are $15K/year.

05Beyond the CEO

887 threads in 6 weeks. Not prompts. Working sessions.

The 887 threads are one channel. Viktor also runs 26 automated cron jobs for the broader team. Daily digests for the VP of Chapters. Renewal trackers for billing. Curriculum feedback rollups for the programming team. Post-event attendee reports. A RevOps daily digest. A weekly podcast-to-blog pipeline that transcribes episodes and creates HubSpot drafts automatically.

It also built 12 custom web dashboards pulling live data from HubSpot, Stripe, Airtable, Cometly, and Google Ads, including an executive dashboard both co-founders check daily.

What's notable isn't the volume. It's how the team has reorganized around it. Hampton's VP of Core again:

I don't have to ask people to do things for me anymore. Data or reports, we are now editors, not creators. I don't have to create from scratch anymore. Just edit what it creates.

Jori Bell

VP Core Experience at Hampton

The tech team itself is being rebuilt around the same idea.

We're reinventing our tech team to be AI-first. It's changing how fast we're able to move and deliver new features.

Joe Speiser

Co-founder at Hampton

06The math

The Leverage Math

Joe Speiser doesn't talk about Viktor in terms of time saved. He talks about it in terms of leverage. Hampton runs on 25 people. With Viktor sitting inside HubSpot, Stripe, Airtable, Notion, and Slack at the same time, those 25 are doing the work of a much larger team.

Three roles that were on the hiring plan when Speiser installed Viktor are no longer on the calendar. The senior data engineer ($200K budgeted). The junior ops manager ($120K). The partial product and PM coverage ($120K). Total: $440K in budgeted compensation that Hampton hasn't added to payroll.

Viktor is now faster at compiling and modeling data than a full-time hire would be.

The interesting part isn't that Viktor replaced three people. It's that the leverage made the original org plan look conservative. Hampton's 25-person team is shipping like a 50-person team, and Speiser is using that headroom to hire differently. Less data engineering, more program design.

07The why

Why Not Just ChatGPT

Speiser tried.

Viktor has real-time, full contextual knowledge from all our integrations, staff, and internal learnings. My projects on Claude and GPT never had that depth. Plus the deep security controls around read/write.

The point isn't model quality. It's that ChatGPT projects don't sit inside HubSpot, Stripe, Notion, Airtable, Slack and Teams, and Meta Ads at the same time, with permissions a CEO can defend.

08Honest notes

What's Not Perfect Yet

Data accuracy has required vigilance. Ad spend numbers didn't match between sources. A pacing formula produced wrong projections. A retention report included members who didn't attend. The HubSpot sync still needs babysitting. Each time, Speiser caught the error. Viktor builds fast but doesn't always verify its own output.

This is the honest tradeoff of a fast-moving tool inside a real business. Hampton accepts it because the alternative isn't a slower, more careful Viktor. The alternative is going back to the Notion scavenger hunt.

Telling it like it is

The turning point wasn't a single feature. It was reliability.

When I realized it was stable and consistent, unlike my OpenClaw, which required maintenance daily.

Joe Speiser

Co-founder at Hampton

When asked what he'd tell another founder community considering the tool:

If they want a way to offer AI to all their team, without the headaches of maintenance, and require specific parameters for each integration, I don't see how you can find a better tool.

Joe Speiser

Co-founder at Hampton

And what he's planning next:

I'm planning on leaning on Viktor so I never have to log into Airtable, Notion or HubSpot again.

Joe Speiser

Co-founder at Hampton

Hampton has been using Viktor for 44 days. 24 integrations. 26 automated workflows. 12 custom dashboards. 18 staff accounts. 887 CEO conversations. The intros didn't exist before. The dashboards replaced Domo. The operational docs stopped being a scavenger hunt.

It's a work in progress. It's already the busiest coworker on the team.

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